NASHVILLE, TENN. (RFD-TV) — Use of artificial intelligence (AI) is widespread across today’s farms and is quickly finding a home in some large food companies. Several major players in food production have already made AI a key part of their operations, including McCormick, Cargill, and General Mills. Those companies use AI to blend ingredients, do product development, and even forecast demand.
Industry leaders say the technology will not replace workers entirely, but it will have a significant impact on how operations move forward.
Analysts believe using AI to complement human judgment will be key. As more farmers adopt AI, there’s also a focus on ensuring that information is neutral and free of bias. According to tech developer John Kempf, doing so could require a significant step back.
“There are all types of bias that can occur,” Kempf said. “There can be just the bias of having 60 peer-reviewed papers saying one thing, and then three or four other papers saying something that is in direct conflict or in direct contrast to those. You also have a bias of recency versus historically. So Fieldlark doesn’t make recommendations for anhydrous ammonia, for example, or potassium chloride, because it’s looking at the broad array of evidence and the additional externalities and saying there are much smarter, much better ways. We haven’t given it any instructions, for example, to take a biological agriculture approach or to give it a regional agriculture approach because it needs to be bigger than that.”
Kempf told aginfo.net that AI training needs to be macro-focused and have a global perspective.
Strong balance sheets still matter, but liquidity, planning, and lender relationships are critical as ag credit tightens, according to analysis from AgAmerica Lending.
January 19, 2026 03:00 PM
·
Protein-driven dairy growth is boosting beef supply potential, creating an opening to support rural jobs and ground beef availability.
January 19, 2026 01:00 PM
·
In a landmark ruling delivered in late 2025, the U.S. Supreme Court significantly narrowed the scope of the National Environmental Policy Act.
January 19, 2026 11:25 AM
·
Trade volatility and shifting export destinations increase marketing risk for producers heading into 2026.
January 18, 2026 07:00 AM
·
RFD NEWS Correspondent Frank McCaffrey speaks with Texas’s Sen. Ted Cruz and Rep. Vicente Gonzalez about USMCA renegotiation and its impact on U.S.–Mexico agriculture trade.
January 17, 2026 05:00 PM
·
Rising rural business confidence supports local ag economies, but taxes and labor shortages remain key constraints.
January 17, 2026 02:00 PM
·
CoBank Knowledge Exchange’s Jeff Johnston shares the group’s positive perspective on expanding data centers into rural areas and weighs the risks and rewards for those communities.
January 16, 2026 01:44 PM
·
Texas Commissioner of Agriculture Sid Miller joined us to discuss data center expansion, farmland preservation, rural economic impacts, and imminent cattle biosecurity concerns affecting agriculture today.
January 16, 2026 01:28 PM
·
The Pennsylvania Farm Show continues through Saturday, wrapping up another successful year of celebrating agriculture in the Commonwealth.
January 16, 2026 01:26 PM
·
